Update app.py

app.py

@@ -320,571 +320,823 @@ def download_all_data():
 benchmark_data = [
     {
         "rank": 1,
-        "name": "sometimesanotion/Lamarck-14B-v0.7-rc4",
+        "name": "suayptalha/Lamarckvergence-14B",
         "scores": {
-            "average": 41.22,
-            "IFEval": 72.11,
-            "BBH": 49.85,
-            "MATH": 36.86,
-            "GPQA": 18.57,
-            "MUSR": 21.07,
-            "MMLU_PRO": 48.89,
+            "average": 43.32,
+            "IFEval": 76.56,
+            "BBH": 50.33,
+            "MATH": 54.0,
+            "GPQA": 15.1,
+            "MUSR": 16.34,
+            "MMLU_PRO": 47.59,
             "Architecture": "Qwen2ForCausalLM",
             "Parameters": "14.766B",
-            "Chat_Template": "No"
+            "Chat_Template": "Yes"
         },
-        "hf_url": "https://huggingface.co/sometimesanotion/Lamarck-14B-v0.7-rc4",
-        "known_config": None
+        "hf_url": "https://huggingface.co/suayptalha/Lamarckvergence-14B",
+        "known_config": null
     },
     {
         "rank": 2,
-        "name": "arcee-ai/Virtuoso-Small-v2",
+        "name": "sthenno/tempesthenno-ppo-ckpt40",
         "scores": {
-            "average": 41.08,
-            "IFEval": 82.73,
-            "BBH": 50.95,
-            "MATH": 38.22,
-            "GPQA": 13.76,
-            "MUSR": 14.28,
-            "MMLU_PRO": 46.53,
+            "average": 42.74,
+            "IFEval": 79.23,
+            "BBH": 50.57,
+            "MATH": 47.36,
+            "GPQA": 17.0,
+            "MUSR": 14.56,
+            "MMLU_PRO": 47.69,
             "Architecture": "Qwen2ForCausalLM",
             "Parameters": "14.766B",
             "Chat_Template": "Yes"
         },
-        "hf_url": "https://huggingface.co/arcee-ai/Virtuoso-Small-v2",
-        "known_config": None
+        "hf_url": "https://huggingface.co/sthenno/tempesthenno-ppo-ckpt40",
+        "known_config": null
     },
     {
         "rank": 3,
-        "name": "sometimesanotion/Qwenvergence-14B-v12-Prose-DS",
-        "scores": {
-            "average": 41.08,
-            "IFEval": 61.73,
-            "BBH": 49.87,
-            "MATH": 42.30,
-            "GPQA": 19.24,
-            "MUSR": 24.78,
-            "MMLU_PRO": 48.54,
+        "name": "tanliboy/lambda-qwen2.5-14b-dpo-test",
+        "scores": {
+            "average": 42.62,
+            "IFEval": 82.31,
+            "BBH": 48.45,
+            "MATH": 54.61,
+            "GPQA": 14.99,
+            "MUSR": 12.59,
+            "MMLU_PRO": 42.75,
             "Architecture": "Qwen2ForCausalLM",
-            "Parameters": "14.766B",
-            "Chat_Template": "No"
+            "Parameters": "14.77B",
+            "Chat_Template": "Yes"
         },
-        "hf_url": "https://huggingface.co/sometimesanotion/Qwenvergence-14B-v12-Prose-DS",
-        "known_config": None
+        "hf_url": "https://huggingface.co/tanliboy/lambda-qwen2.5-14b-dpo-test",
+        "known_config": null
     },
     {
         "rank": 4,
-        "name": "bunnycore/Phi-4-Model-Stock-v4",
+        "name": "sthenno/tempesthenno-nuslerp-001",
         "scores": {
-            "average": 41.03,
-            "IFEval": 71.10,
-            "BBH": 55.90,
-            "MATH": 37.16,
-            "GPQA": 15.88,
-            "MUSR": 17.30,
-            "MMLU_PRO": 48.82,
-            "Architecture": "LlamaForCausalLM",
-            "Parameters": "14.66B",
+            "average": 42.59,
+            "IFEval": 79.26,
+            "BBH": 51.04,
+            "MATH": 47.58,
+            "GPQA": 16.44,
+            "MUSR": 13.88,
+            "MMLU_PRO": 47.3,
+            "Architecture": "Qwen2ForCausalLM",
+            "Parameters": "14.766B",
             "Chat_Template": "Yes"
         },
-        "hf_url": "https://huggingface.co/bunnycore/Phi-4-Model-Stock-v4",
-        "known_config": None
+        "hf_url": "https://huggingface.co/sthenno/tempesthenno-nuslerp-001",
+        "known_config": null
     },
     {
         "rank": 5,
-        "name": "sthenno/tempesthenno-nuslerp-0124",
+        "name": "Goekdeniz-Guelmez/Josiefied-Qwen2.5-14B-Instruct-abliterated-v4",
         "scores": {
-            "average": 40.97,
-            "IFEval": 70.04,
-            "BBH": 49.28,
-            "MATH": 39.27,
-            "GPQA": 18.68,
-            "MUSR": 20.21,
-            "MMLU_PRO": 48.36,
+            "average": 42.55,
+            "IFEval": 82.92,
+            "BBH": 48.05,
+            "MATH": 54.23,
+            "GPQA": 12.3,
+            "MUSR": 13.15,
+            "MMLU_PRO": 44.65,
             "Architecture": "Qwen2ForCausalLM",
-            "Parameters": "14.766B",
-            "Chat_Template": "No"
+            "Parameters": "14.77B",
+            "Chat_Template": "Yes"
         },
-        "hf_url": "https://huggingface.co/sthenno/tempesthenno-nuslerp-0124",
-        "known_config": None
+        "hf_url": "https://huggingface.co/Goekdeniz-Guelmez/Josiefied-Qwen2.5-14B-Instruct-abliterated-v4",
+        "known_config": null
     },
     {
         "rank": 6,
-        "name": "bunnycore/Phi-4-RR-Shoup",
+        "name": "djuna/Q2.5-Veltha-14B",
         "scores": {
-            "average": 40.95,
-            "IFEval": 65.87,
-            "BBH": 56.11,
-            "MATH": 47.96,
-            "GPQA": 11.63,
-            "MUSR": 14.94,
-            "MMLU_PRO": 49.21,
-            "Architecture": "LlamaForCausalLM",
-            "Parameters": "14.66B",
+            "average": 42.52,
+            "IFEval": 82.92,
+            "BBH": 49.75,
+            "MATH": 47.89,
+            "GPQA": 14.54,
+            "MUSR": 12.26,
+            "MMLU_PRO": 47.76,
+            "Architecture": "Qwen2ForCausalLM",
+            "Parameters": "14.766B",
             "Chat_Template": "Yes"
         },
-        "hf_url": "https://huggingface.co/bunnycore/Phi-4-RR-Shoup",
-        "known_config": None
+        "hf_url": "https://huggingface.co/djuna/Q2.5-Veltha-14B",
+        "known_config": null
     },
     {
         "rank": 7,
-        "name": "sometimesanotion/Qwenvergence-14B-v10",
+        "name": "arcee-ai/Virtuoso-Small-v2",
         "scores": {
-            "average": 40.86,
-            "IFEval": 67.57,
-            "BBH": 46.75,
-            "MATH": 44.18,
-            "GPQA": 17.23,
-            "MUSR": 22.33,
-            "MMLU_PRO": 47.10,
+            "average": 42.48,
+            "IFEval": 82.73,
+            "BBH": 50.95,
+            "MATH": 46.6,
+            "GPQA": 13.76,
+            "MUSR": 14.28,
+            "MMLU_PRO": 46.53,
             "Architecture": "Qwen2ForCausalLM",
             "Parameters": "14.766B",
-            "Chat_Template": "No"
+            "Chat_Template": "Yes"
         },
-        "hf_url": "https://huggingface.co/sometimesanotion/Qwenvergence-14B-v10",
-        "known_config": None
+        "hf_url": "https://huggingface.co/arcee-ai/Virtuoso-Small-v2",
+        "known_config": null
     },
     {
         "rank": 8,
-        "name": "bunnycore/Phi-4-RStock-v0.1",
+        "name": "jpacifico/Chocolatine-14B-Instruct-DPO-v1.3",
         "scores": {
-            "average": 40.84,
-            "IFEval": 70.03,
-            "BBH": 55.98,
-            "MATH": 38.07,
-            "GPQA": 15.32,
-            "MUSR": 16.73,
-            "MMLU_PRO": 48.90,
-            "Architecture": "LlamaForCausalLM",
+            "average": 42.42,
+            "IFEval": 70.4,
+            "BBH": 54.85,
+            "MATH": 56.19,
+            "GPQA": 12.19,
+            "MUSR": 12.29,
+            "MMLU_PRO": 48.6,
+            "Architecture": "Phi3ForCausalLM",
             "Parameters": "14.66B",
             "Chat_Template": "Yes"
         },
-        "hf_url": "https://huggingface.co/bunnycore/Phi-4-RStock-v0.1",
-        "known_config": None
+        "hf_url": "https://huggingface.co/jpacifico/Chocolatine-14B-Instruct-DPO-v1.3",
+        "known_config": null
     },
     {
         "rank": 9,
-        "name": "jpacifico/Chocolatine-2-14B-Instruct-v2.0b3",
+        "name": "sthenno-com/miscii-14b-1028",
         "scores": {
-            "average": 40.74,
-            "IFEval": 73.23,
-            "BBH": 49.57,
-            "MATH": 36.93,
-            "GPQA": 17.23,
-            "MUSR": 19.30,
-            "MMLU_PRO": 48.19,
+            "average": 42.38,
+            "IFEval": 82.37,
+            "BBH": 49.26,
+            "MATH": 50.3,
+            "GPQA": 14.21,
+            "MUSR": 12.0,
+            "MMLU_PRO": 46.14,
             "Architecture": "Qwen2ForCausalLM",
-            "Parameters": "14.766B",
-            "Chat_Template": "No"
+            "Parameters": "14.77B",
+            "Chat_Template": "Yes"
         },
-        "hf_url": "https://huggingface.co/jpacifico/Chocolatine-2-14B-Instruct-v2.0b3",
-        "known_config": None
+        "hf_url": "https://huggingface.co/sthenno-com/miscii-14b-1028",
+        "known_config": null
     },
     {
         "rank": 10,
-        "name": "bunnycore/Phi-4-ReasoningRP",
+        "name": "sthenno-com/miscii-14b-1225",
         "scores": {
-            "average": 40.73,
-            "IFEval": 67.36,
-            "BBH": 55.88,
-            "MATH": 44.34,
-            "GPQA": 12.53,
-            "MUSR": 15.14,
-            "MMLU_PRO": 49.12,
-            "Architecture": "LlamaForCausalLM",
-            "Parameters": "14.66B",
+            "average": 42.35,
+            "IFEval": 78.78,
+            "BBH": 50.91,
+            "MATH": 45.17,
+            "GPQA": 17.0,
+            "MUSR": 14.77,
+            "MMLU_PRO": 47.46,
+            "Architecture": "Qwen2ForCausalLM",
+            "Parameters": "14.766B",
             "Chat_Template": "Yes"
         },
-        "hf_url": "https://huggingface.co/bunnycore/Phi-4-ReasoningRP",
-        "known_config": None
+        "hf_url": "https://huggingface.co/sthenno-com/miscii-14b-1225",
+        "known_config": null
     },
     {
         "rank": 11,
-        "name": "sometimesanotion/Lamarck-14B-v0.7-rc1",
+        "name": "tensopolis/virtuoso-small-v2-tensopolis-v1",
         "scores": {
-            "average": 40.69,
-            "IFEval": 73.05,
-            "BBH": 49.51,
-            "MATH": 35.80,
-            "GPQA": 18.57,
-            "MUSR": 18.13,
-            "MMLU_PRO": 49.06,
+            "average": 42.34,
+            "IFEval": 83.4,
+            "BBH": 50.99,
+            "MATH": 46.6,
+            "GPQA": 12.98,
+            "MUSR": 13.38,
+            "MMLU_PRO": 46.67,
             "Architecture": "Qwen2ForCausalLM",
             "Parameters": "14.766B",
-            "Chat_Template": "No"
+            "Chat_Template": "Yes"
         },
-        "hf_url": "https://huggingface.co/sometimesanotion/Lamarck-14B-v0.7-rc1",
-        "known_config": None
+        "hf_url": "https://huggingface.co/tensopolis/virtuoso-small-v2-tensopolis-v1",
+        "known_config": null
     },
     {
         "rank": 12,
-        "name": "jpacifico/Chocolatine-2-14B-Instruct-v2.0b2",
+        "name": "rombodawg/Rombos-LLM-V2.6-Qwen-14b",
         "scores": {
-            "average": 40.62,
-            "IFEval": 72.41,
-            "BBH": 49.58,
-            "MATH": 35.73,
-            "GPQA": 17.79,
-            "MUSR": 19.66,
-            "MMLU_PRO": 48.54,
+            "average": 42.2,
+            "IFEval": 84.32,
+            "BBH": 49.28,
+            "MATH": 52.11,
+            "GPQA": 11.19,
+            "MUSR": 12.29,
+            "MMLU_PRO": 44.01,
             "Architecture": "Qwen2ForCausalLM",
-            "Parameters": "14.766B",
-            "Chat_Template": "No"
+            "Parameters": "14.77B",
+            "Chat_Template": "Yes"
         },
-        "hf_url": "https://huggingface.co/jpacifico/Chocolatine-2-14B-Instruct-v2.0b2",
-        "known_config": None
+        "hf_url": "https://huggingface.co/rombodawg/Rombos-LLM-V2.6-Qwen-14b",
+        "known_config": null
     },
     {
         "rank": 13,
-        "name": "sometimesanotion/Qwenvergence-14B-v11",
+        "name": "1024m/QWEN-14B-B100",
         "scores": {
-            "average": 40.56,
-            "IFEval": 71.92,
-            "BBH": 47.55,
-            "MATH": 40.71,
-            "GPQA": 16.33,
-            "MUSR": 18.76,
-            "MMLU_PRO": 48.08,
+            "average": 41.92,
+            "IFEval": 77.62,
+            "BBH": 49.78,
+            "MATH": 54.38,
+            "GPQA": 13.42,
+            "MUSR": 9.88,
+            "MMLU_PRO": 46.43,
             "Architecture": "Qwen2ForCausalLM",
-            "Parameters": "14.766B",
-            "Chat_Template": "No"
+            "Parameters": "14.77B",
+            "Chat_Template": "Yes"
         },
-        "hf_url": "https://huggingface.co/sometimesanotion/Qwenvergence-14B-v11",
-        "known_config": None
+        "hf_url": "https://huggingface.co/1024m/QWEN-14B-B100",
+        "known_config": null
     },
     {
         "rank": 14,
-        "name": "sthenno/tempesthenno-ppo-ckpt40",
+        "name": "Sakalti/Saka-14B",
         "scores": {
-            "average": 40.55,
-            "IFEval": 79.23,
-            "BBH": 50.57,
-            "MATH": 34.21,
-            "GPQA": 17.00,
-            "MUSR": 14.56,
-            "MMLU_PRO": 47.69,
+            "average": 41.91,
+            "IFEval": 71.74,
+            "BBH": 49.72,
+            "MATH": 40.94,
+            "GPQA": 19.46,
+            "MUSR": 20.74,
+            "MMLU_PRO": 48.84,
             "Architecture": "Qwen2ForCausalLM",
             "Parameters": "14.766B",
-            "Chat_Template": "Yes"
+            "Chat_Template": "No"
         },
-        "hf_url": "https://huggingface.co/sthenno/tempesthenno-ppo-ckpt40",
-        "known_config": None
+        "hf_url": "https://huggingface.co/Sakalti/Saka-14B",
+        "known_config": null
     },
     {
         "rank": 15,
-        "name": "tensopolis/virtuoso-small-v2-tensopolis-v1",
+        "name": "Tsunami-th/Tsunami-1.0-14B-Instruct",
         "scores": {
-            "average": 40.38,
-            "IFEval": 80.94,
-            "BBH": 50.46,
-            "MATH": 35.88,
-            "GPQA": 13.65,
-            "MUSR": 15.82,
-            "MMLU_PRO": 45.52,
+            "average": 41.84,
+            "IFEval": 78.29,
+            "BBH": 49.15,
+            "MATH": 45.85,
+            "GPQA": 14.21,
+            "MUSR": 16.34,
+            "MMLU_PRO": 47.21,
             "Architecture": "Qwen2ForCausalLM",
-            "Parameters": "14.766B",
+            "Parameters": "14.77B",
             "Chat_Template": "Yes"
         },
-        "hf_url": "https://huggingface.co/tensopolis/virtuoso-small-v2-tensopolis-v1",
-        "known_config": None
+        "hf_url": "https://huggingface.co/Tsunami-th/Tsunami-1.0-14B-Instruct",
+        "known_config": null
     },
     {
         "rank": 16,
-        "name": "sometimesanotion/Lamarck-14B-v0.6",
+        "name": "sthenno/tempesthenno-kto-0205-ckpt80",
         "scores": {
-            "average": 40.37,
-            "IFEval": 69.73,
-            "BBH": 49.30,
-            "MATH": 35.65,
-            "GPQA": 18.57,
-            "MUSR": 20.12,
-            "MMLU_PRO": 48.89,
+            "average": 41.79,
+            "IFEval": 80.54,
+            "BBH": 50.64,
+            "MATH": 45.92,
+            "GPQA": 13.09,
+            "MUSR": 12.93,
+            "MMLU_PRO": 47.62,
             "Architecture": "Qwen2ForCausalLM",
             "Parameters": "14.766B",
             "Chat_Template": "No"
         },
-        "hf_url": "https://huggingface.co/sometimesanotion/Lamarck-14B-v0.6",
-        "known_config": None
+        "hf_url": "https://huggingface.co/sthenno/tempesthenno-kto-0205-ckpt80",
+        "known_config": null
     },
     {
         "rank": 17,
-        "name": "sthenno-com/miscii-14b-0130",
+        "name": "sometimesanotion/Lamarck-14B-v0.7-rc4",
         "scores": {
-            "average": 40.29,
-            "IFEval": 66.47,
-            "BBH": 49.84,
-            "MATH": 38.44,
-            "GPQA": 17.56,
-            "MUSR": 20.96,
-            "MMLU_PRO": 48.48,
+            "average": 41.79,
+            "IFEval": 72.11,
+            "BBH": 49.85,
+            "MATH": 40.26,
+            "GPQA": 18.57,
+            "MUSR": 21.07,
+            "MMLU_PRO": 48.89,
             "Architecture": "Qwen2ForCausalLM",
             "Parameters": "14.766B",
             "Chat_Template": "No"
         },
-        "hf_url": "https://huggingface.co/sthenno-com/miscii-14b-0130",
-        "known_config": None
+        "hf_url": "https://huggingface.co/sometimesanotion/Lamarck-14B-v0.7-rc4",
+        "known_config": null
     },
     {
         "rank": 18,
-        "name": "hotmailuser/QwenSlerp2-14B",
+        "name": "CombinHorizon/Josiefied-abliteratedV4-Qwen2.5-14B-Inst-BaseMerge-TIES",
         "scores": {
-            "average": 40.21,
-            "IFEval": 70.37,
-            "BBH": 49.68,
-            "MATH": 35.73,
-            "GPQA": 17.45,
-            "MUSR": 19.35,
-            "MMLU_PRO": 48.66,
+            "average": 41.77,
+            "IFEval": 82.4,
+            "BBH": 48.2,
+            "MATH": 53.17,
+            "GPQA": 9.96,
+            "MUSR": 12.65,
+            "MMLU_PRO": 44.21,
             "Architecture": "Qwen2ForCausalLM",
-            "Parameters": "14.766B",
-            "Chat_Template": "No"
+            "Parameters": "14.77B",
+            "Chat_Template": "Yes"
         },
-        "hf_url": "https://huggingface.co/hotmailuser/QwenSlerp2-14B",
-        "known_config": None
+        "hf_url": "https://huggingface.co/CombinHorizon/Josiefied-abliteratedV4-Qwen2.5-14B-Inst-BaseMerge-TIES",
+        "known_config": null
     },
     {
         "rank": 19,
-        "name": "Sakalti/ultiima-14B-v0.2",
+        "name": "suayptalha/Luminis-phi-4",
         "scores": {
-            "average": 40.18,
-            "IFEval": 70.70,
-            "BBH": 49.51,
-            "MATH": 35.27,
-            "GPQA": 17.67,
-            "MUSR": 19.19,
-            "MMLU_PRO": 48.75,
-            "Architecture": "Qwen2ForCausalLM",
-            "Parameters": "14.766B",
-            "Chat_Template": "No"
+            "average": 41.76,
+            "IFEval": 69.0,
+            "BBH": 55.8,
+            "MATH": 46.37,
+            "GPQA": 13.53,
+            "MUSR": 16.68,
+            "MMLU_PRO": 49.15,
+            "Architecture": "LlamaForCausalLM",
+            "Parameters": "14.66B",
+            "Chat_Template": "Yes"
         },
-        "hf_url": "https://huggingface.co/Sakalti/ultiima-14B-v0.2",
-        "known_config": None
+        "hf_url": "https://huggingface.co/suayptalha/Luminis-phi-4",
+        "known_config": null
     },
     {
         "rank": 20,
-        "name": "pankajmathur/orca_mini_phi-4",
+        "name": "huihui-ai/Qwen2.5-14B-Instruct-abliterated-v2",
         "scores": {
-            "average": 40.16,
-            "IFEval": 77.81,
-            "BBH": 54.63,
-            "MATH": 26.44,
-            "GPQA": 16.55,
-            "MUSR": 18.25,
-            "MMLU_PRO": 47.28,
-            "Architecture": "LlamaForCausalLM",
-            "Parameters": "14.66B",
+            "average": 41.75,
+            "IFEval": 83.28,
+            "BBH": 47.41,
+            "MATH": 53.02,
+            "GPQA": 11.19,
+            "MUSR": 11.58,
+            "MMLU_PRO": 44.02,
+            "Architecture": "Qwen2ForCausalLM",
+            "Parameters": "14.77B",
             "Chat_Template": "Yes"
         },
-        "hf_url": "https://huggingface.co/pankajmathur/orca_mini_phi-4",
-        "known_config": None
+        "hf_url": "https://huggingface.co/huihui-ai/Qwen2.5-14B-Instruct-abliterated-v2",
+        "known_config": null
     },
     {
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     {
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     },
     {
         "rank": 26,
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+        "name": "CombinHorizon/huihui-ai-abliteratedV2-Qwen2.5-14B-Inst-BaseMerge-TIES",
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+        "hf_url": "https://huggingface.co/CombinHorizon/huihui-ai-abliteratedV2-Qwen2.5-14B-Inst-BaseMerge-TIES",
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     {
         "rank": 27,
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+        "name": "RDson/WomboCombo-R1-Coder-14B-Preview",
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     {
         "rank": 28,
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+    },
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         },
-        "hf_url": "https://huggingface.co/bunnycore/Phi-4-Stock-Ex",
-        "known_config": None
+        "hf_url": "https://huggingface.co/Quazim0t0/Nova-14b-sce",
+        "known_config": null
     },
     {
-        "rank": 29,
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+        "rank": 30,
+        "name": "v000000/Qwen2.5-14B-Gutenberg-Instruct-Slerpeno",
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+            "Parameters": "14.77B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/v000000/Qwen2.5-14B-Gutenberg-Instruct-Slerpeno",
+        "known_config": null
+    },
+    {
+        "rank": 31,
+        "name": "Quazim0t0/NovaScotia-14b-stock",
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+            "Chat_Template": "Yes"
+        },
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+        "known_config": null
+    },
+    {
+        "rank": 32,
+        "name": "Quazim0t0/ODB-14b-sce",
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+            "MUSR": 16.5,
+            "MMLU_PRO": 49.02,
+            "Architecture": "LlamaForCausalLM",
+            "Parameters": "14.66B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/Quazim0t0/ODB-14b-sce",
+        "known_config": null
+    },
+    {
+        "rank": 54,
+        "name": "LightningRodLabs/Flashlight-v1.1",
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+            "MATH": 53.25,
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+            "MMLU_PRO": 49.06,
+            "Architecture": "Phi3ForCausalLM",
+            "Parameters": "14.66B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/LightningRodLabs/Flashlight-v1.1",
+        "known_config": null
+    },
+    {
+        "rank": 55,
+        "name": "Quazim0t0/Mithril-14B-sce",
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+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/Quazim0t0/Mithril-14B-sce",
+        "known_config": null
+    },
+    {
+        "rank": 56,
+        "name": "Sakalti/ultiima-14B-v0.2",
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+            "BBH": 49.51,
+            "MATH": 39.95,
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             "Architecture": "Qwen2ForCausalLM",
             "Parameters": "14.766B",
             "Chat_Template": "No"
         },
-        "hf_url": "https://huggingface.co/hotmailuser/QwenSlerp-14B",
-        "known_config": None
+        "hf_url": "https://huggingface.co/Sakalti/ultiima-14B-v0.2",
+        "known_config": null
     },
     {
-        "rank": 30,
-        "name": "sometimesanotion/Qwen2.5-14B-Vimarckoso-v3-model_stock",
-        "scores": {
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-            "MATH": 33.99,
-            "GPQA": 17.34,
-            "MUSR": 19.23,
-            "MMLU_PRO": 47.95,
+        "rank": 57,
+        "name": "bunnycore/Phi-4-ReasoningRP",
+        "scores": {
+            "average": 40.95,
+            "IFEval": 67.36,
+            "BBH": 55.88,
+            "MATH": 45.69,
+            "GPQA": 12.53,
+            "MUSR": 15.14,
+            "MMLU_PRO": 49.12,
+            "Architecture": "LlamaForCausalLM",
+            "Parameters": "14.66B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/bunnycore/Phi-4-ReasoningRP",
+        "known_config": null
+    },
+    {
+        "rank": 58,
+        "name": "dwikitheduck/gen-inst-1",
+        "scores": {
+            "average": 40.88,
+            "IFEval": 77.5,
+            "BBH": 48.32,
+            "MATH": 45.54,
+            "GPQA": 16.22,
+            "MUSR": 12.27,
+            "MMLU_PRO": 45.43,
             "Architecture": "Qwen2ForCausalLM",
-            "Parameters": "14B",
-            "Chat_Template": "No"
+            "Parameters": "14.77B",
+            "Chat_Template": "Yes"
         },
-        "hf_url": "https://huggingface.co/sometimesanotion/Qwen2.5-14B-Vimarckoso-v3-model_stock",
-        "known_config": None
+        "hf_url": "https://huggingface.co/dwikitheduck/gen-inst-1",
+        "known_config": null
     },
     {
-        "rank": 31,
-        "name": "tensopolis/virtuoso-small-tensopolis-v1",
+        "rank": 59,
+        "name": "v000000/Qwen2.5-14B-Gutenberg-1e-Delta",
         "scores": {
-            "average": 39.69,
-            "IFEval": 79.50,
-            "BBH": 50.70,
-            "MATH": 36.03,
-            "GPQA": 10.85,
-            "MUSR": 14.70,
-            "MMLU_PRO": 46.36,
+            "average": 40.88,
+            "IFEval": 80.45,
+            "BBH": 48.62,
+            "MATH": 52.64,
+            "GPQA": 10.51,
+            "MUSR": 9.38,
+            "MMLU_PRO": 43.67,
             "Architecture": "Qwen2ForCausalLM",
             "Parameters": "14.77B",
             "Chat_Template": "Yes"
         },
-        "hf_url": "https://huggingface.co/tensopolis/virtuoso-small-tensopolis-v1",
-        "known_config": None
+        "hf_url": "https://huggingface.co/v000000/Qwen2.5-14B-Gutenberg-1e-Delta",
+        "known_config": null
     },
     {
-        "rank": 32,
+        "rank": 60,
+        "name": "hotmailuser/QwenSlerp2-14B",
+        "scores": {
+            "average": 40.86,
+            "IFEval": 70.37,
+            "BBH": 49.68,
+            "MATH": 39.65,
+            "GPQA": 17.45,
+            "MUSR": 19.35,
+            "MMLU_PRO": 48.66,
+            "Architecture": "Qwen2ForCausalLM",
+            "Parameters": "14.766B",
+            "Chat_Template": "No"
+        },
+        "hf_url": "https://huggingface.co/hotmailuser/QwenSlerp2-14B",
+        "known_config": null
+    },
+    {
+        "rank": 61,
+        "name": "Quazim0t0/Loke-14B-sce",
+        "scores": {
+            "average": 40.86,
+            "IFEval": 68.48,
+            "BBH": 55.83,
+            "MATH": 39.05,
+            "GPQA": 15.32,
+            "MUSR": 17.56,
+            "MMLU_PRO": 48.9,
+            "Architecture": "LlamaForCausalLM",
+            "Parameters": "14.66B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/Quazim0t0/Loke-14B-sce",
+        "known_config": null
+    },
+    {
+        "rank": 62,
+        "name": "Quazim0t0/mosaic-14b-sce",
+        "scores": {
+            "average": 40.83,
+            "IFEval": 68.76,
+            "BBH": 55.69,
+            "MATH": 40.26,
+            "GPQA": 14.99,
+            "MUSR": 16.44,
+            "MMLU_PRO": 48.85,
+            "Architecture": "LlamaForCausalLM",
+            "Parameters": "14.66B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/Quazim0t0/mosaic-14b-sce",
+        "known_config": null
+    },
+    {
+        "rank": 63,
+        "name": "bunnycore/Phi-4-Model-Stock",
+        "scores": {
+            "average": 40.79,
+            "IFEval": 68.79,
+            "BBH": 55.32,
+            "MATH": 42.98,
+            "GPQA": 13.98,
+            "MUSR": 15.12,
+            "MMLU_PRO": 48.54,
+            "Architecture": "LlamaForCausalLM",
+            "Parameters": "14.66B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/bunnycore/Phi-4-Model-Stock",
+        "known_config": null
+    },
+    {
+        "rank": 64,
+        "name": "unsloth/phi-4",
+        "scores": {
+            "average": 40.73,
+            "IFEval": 68.82,
+            "BBH": 55.25,
+            "MATH": 50.0,
+            "GPQA": 11.52,
+            "MUSR": 10.13,
+            "MMLU_PRO": 48.65,
+            "Architecture": "LlamaForCausalLM",
+            "Parameters": "14.66B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/unsloth/phi-4",
+        "known_config": null
+    },
+    {
+        "rank": 65,
+        "name": "pankajmathur/orca_mini_phi-4",
+        "scores": {
+            "average": 40.68,
+            "IFEval": 77.81,
+            "BBH": 54.63,
+            "MATH": 29.53,
+            "GPQA": 16.55,
+            "MUSR": 18.25,
+            "MMLU_PRO": 47.28,
+            "Architecture": "LlamaForCausalLM",
+            "Parameters": "14.66B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/pankajmathur/orca_mini_phi-4",
+        "known_config": null
+    },
+    {
+        "rank": 66,
+        "name": "pankajmathur/orca_mini_v9_2_14B",
+        "scores": {
+            "average": 40.68,
+            "IFEval": 77.81,
+            "BBH": 54.63,
+            "MATH": 29.53,
+            "GPQA": 16.55,
+            "MUSR": 18.25,
+            "MMLU_PRO": 47.28,
+            "Architecture": "LlamaForCausalLM",
+            "Parameters": "14.66B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/pankajmathur/orca_mini_v9_2_14B",
+        "known_config": null
+    },
+    {
+        "rank": 67,
         "name": "sometimesanotion/Lamarck-14B-v0.6-model_stock",
         "scores": {
-            "average": 39.58,
-            "IFEval": 67.90,
+            "average": 40.68,
+            "IFEval": 67.9,
             "BBH": 46.49,
-            "MATH": 35.88,
-            "GPQA": 17.90,
+            "MATH": 42.45,
+            "GPQA": 17.9,
             "MUSR": 22.68,
             "MMLU_PRO": 46.64,
             "Architecture": "Qwen2ForCausalLM",
@@ -892,34 +1144,142 @@ benchmark_data = [
             "Chat_Template": "No"
         },
         "hf_url": "https://huggingface.co/sometimesanotion/Lamarck-14B-v0.6-model_stock",
-        "known_config": None
+        "known_config": null
     },
     {
-        "rank": 33,
-        "name": "tensopolis/virtuoso-small-tensopolis-v2",
+        "rank": 68,
+        "name": "sometimesanotion/Qwenvergence-14B-v0.6-004-model_stock",
         "scores": {
-            "average": 39.53,
-            "IFEval": 80.20,
-            "BBH": 50.23,
-            "MATH": 35.27,
-            "GPQA": 10.51,
-            "MUSR": 14.84,
-            "MMLU_PRO": 46.15,
+            "average": 40.6,
+            "IFEval": 68.6,
+            "BBH": 46.37,
+            "MATH": 40.94,
+            "GPQA": 17.79,
+            "MUSR": 23.35,
+            "MMLU_PRO": 46.59,
+            "Architecture": "Qwen2ForCausalLM",
+            "Parameters": "14B",
+            "Chat_Template": "No"
+        },
+        "hf_url": "https://huggingface.co/sometimesanotion/Qwenvergence-14B-v0.6-004-model_stock",
+        "known_config": null
+    },
+    {
+        "rank": 69,
+        "name": "Quazim0t0/Oasis-14B-ties",
+        "scores": {
+            "average": 40.59,
+            "IFEval": 69.37,
+            "BBH": 55.75,
+            "MATH": 37.54,
+            "GPQA": 15.32,
+            "MUSR": 16.63,
+            "MMLU_PRO": 48.94,
+            "Architecture": "LlamaForCausalLM",
+            "Parameters": "14.66B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/Quazim0t0/Oasis-14B-ties",
+        "known_config": null
+    },
+    {
+        "rank": 70,
+        "name": "LightningRodLabs/Flashlight-v1.0",
+        "scores": {
+            "average": 40.57,
+            "IFEval": 67.45,
+            "BBH": 55.15,
+            "MATH": 49.7,
+            "GPQA": 12.3,
+            "MUSR": 9.93,
+            "MMLU_PRO": 48.91,
+            "Architecture": "LlamaForCausalLM",
+            "Parameters": "14.66B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/LightningRodLabs/Flashlight-v1.0",
+        "known_config": null
+    },
+    {
+        "rank": 71,
+        "name": "arcee-ai/Virtuoso-Small",
+        "scores": {
+            "average": 40.54,
+            "IFEval": 79.35,
+            "BBH": 50.4,
+            "MATH": 40.94,
+            "GPQA": 11.52,
+            "MUSR": 14.44,
+            "MMLU_PRO": 46.57,
             "Architecture": "Qwen2ForCausalLM",
             "Parameters": "14.77B",
             "Chat_Template": "Yes"
         },
-        "hf_url": "https://huggingface.co/tensopolis/virtuoso-small-tensopolis-v2",
-        "known_config": None
+        "hf_url": "https://huggingface.co/arcee-ai/Virtuoso-Small",
+        "known_config": null
+    },
+    {
+        "rank": 72,
+        "name": "Quazim0t0/GuiltySpark-14B-ties",
+        "scores": {
+            "average": 40.52,
+            "IFEval": 68.54,
+            "BBH": 55.72,
+            "MATH": 38.37,
+            "GPQA": 15.32,
+            "MUSR": 16.3,
+            "MMLU_PRO": 48.89,
+            "Architecture": "LlamaForCausalLM",
+            "Parameters": "14.66B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/Quazim0t0/GuiltySpark-14B-ties",
+        "known_config": null
     },
     {
-        "rank": 34,
+        "rank": 73,
+        "name": "ozone-ai/0x-lite",
+        "scores": {
+            "average": 40.48,
+            "IFEval": 77.4,
+            "BBH": 47.53,
+            "MATH": 50.45,
+            "GPQA": 9.28,
+            "MUSR": 11.76,
+            "MMLU_PRO": 46.49,
+            "Architecture": "Qwen2ForCausalLM",
+            "Parameters": "14.77B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/ozone-ai/0x-lite",
+        "known_config": null
+    },
+    {
+        "rank": 74,
+        "name": "Quazim0t0/Casa-14b-sce",
+        "scores": {
+            "average": 40.41,
+            "IFEval": 66.54,
+            "BBH": 55.4,
+            "MATH": 46.98,
+            "GPQA": 11.07,
+            "MUSR": 13.31,
+            "MMLU_PRO": 49.17,
+            "Architecture": "LlamaForCausalLM",
+            "Parameters": "14.66B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/Quazim0t0/Casa-14b-sce",
+        "known_config": null
+    },
+    {
+        "rank": 75,
         "name": "Sakalti/ultiima-14B-v0.3",
         "scores": {
-            "average": 39.53,
-            "IFEval": 70.40,
+            "average": 40.38,
+            "IFEval": 70.4,
             "BBH": 48.45,
-            "MATH": 34.52,
+            "MATH": 39.65,
             "GPQA": 16.89,
             "MUSR": 18.73,
             "MMLU_PRO": 48.18,
@@ -928,10 +1288,263 @@ benchmark_data = [
             "Chat_Template": "No"
         },
         "hf_url": "https://huggingface.co/Sakalti/ultiima-14B-v0.3",
-        "known_config": None
+        "known_config": null
+    },
+    {
+        "rank": 76,
+        "name": "ehristoforu/fp4-14b-v1-fix",
+        "scores": {
+            "average": 40.37,
+            "IFEval": 67.42,
+            "BBH": 54.33,
+            "MATH": 42.07,
+            "GPQA": 13.87,
+            "MUSR": 16.18,
+            "MMLU_PRO": 48.37,
+            "Architecture": "LlamaForCausalLM",
+            "Parameters": "14.66B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/ehristoforu/fp4-14b-v1-fix",
+        "known_config": null
+    },
+    {
+        "rank": 77,
+        "name": "FINGU-AI/Chocolatine-Fusion-14B",
+        "scores": {
+            "average": 40.36,
+            "IFEval": 69.49,
+            "BBH": 48.6,
+            "MATH": 38.52,
+            "GPQA": 16.22,
+            "MUSR": 21.99,
+            "MMLU_PRO": 47.35,
+            "Architecture": "Qwen2ForCausalLM",
+            "Parameters": "8.367B",
+            "Chat_Template": "No"
+        },
+        "hf_url": "https://huggingface.co/FINGU-AI/Chocolatine-Fusion-14B",
+        "known_config": null
+    },
+    {
+        "rank": 78,
+        "name": "hotmailuser/QwenSlerp-14B",
+        "scores": {
+            "average": 40.35,
+            "IFEval": 70.25,
+            "BBH": 49.42,
+            "MATH": 38.37,
+            "GPQA": 18.34,
+            "MUSR": 16.83,
+            "MMLU_PRO": 48.89,
+            "Architecture": "Qwen2ForCausalLM",
+            "Parameters": "14.766B",
+            "Chat_Template": "No"
+        },
+        "hf_url": "https://huggingface.co/hotmailuser/QwenSlerp-14B",
+        "known_config": null
+    },
+    {
+        "rank": 79,
+        "name": "Triangle104/Robo-Gutenberg_V1.0",
+        "scores": {
+            "average": 40.35,
+            "IFEval": 60.08,
+            "BBH": 50.29,
+            "MATH": 45.62,
+            "GPQA": 18.12,
+            "MUSR": 19.2,
+            "MMLU_PRO": 48.79,
+            "Architecture": "Qwen2ForCausalLM",
+            "Parameters": "14.77B",
+            "Chat_Template": "No"
+        },
+        "hf_url": "https://huggingface.co/Triangle104/Robo-Gutenberg_V1.0",
+        "known_config": null
+    },
+    {
+        "rank": 80,
+        "name": "Quazim0t0/Adamant-14B-sce",
+        "scores": {
+            "average": 40.32,
+            "IFEval": 68.58,
+            "BBH": 54.97,
+            "MATH": 39.88,
+            "GPQA": 13.42,
+            "MUSR": 16.51,
+            "MMLU_PRO": 48.57,
+            "Architecture": "LlamaForCausalLM",
+            "Parameters": "14.66B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/Quazim0t0/Adamant-14B-sce",
+        "known_config": null
+    },
+    {
+        "rank": 81,
+        "name": "Quazim0t0/Phi4Basis-14B-sce",
+        "scores": {
+            "average": 40.31,
+            "IFEval": 65.02,
+            "BBH": 55.67,
+            "MATH": 47.89,
+            "GPQA": 10.51,
+            "MUSR": 14.02,
+            "MMLU_PRO": 48.78,
+            "Architecture": "LlamaForCausalLM",
+            "Parameters": "14.66B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/Quazim0t0/Phi4Basis-14B-sce",
+        "known_config": null
+    },
+    {
+        "rank": 82,
+        "name": "Quazim0t0/bloom-14b-stock",
+        "scores": {
+            "average": 40.29,
+            "IFEval": 65.75,
+            "BBH": 55.27,
+            "MATH": 48.11,
+            "GPQA": 10.85,
+            "MUSR": 13.17,
+            "MMLU_PRO": 48.59,
+            "Architecture": "LlamaForCausalLM",
+            "Parameters": "14.66B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/Quazim0t0/bloom-14b-stock",
+        "known_config": null
+    },
+    {
+        "rank": 83,
+        "name": "sometimesanotion/Qwen2.5-14B-Vimarckoso-v3-Prose01",
+        "scores": {
+            "average": 40.28,
+            "IFEval": 68.72,
+            "BBH": 47.71,
+            "MATH": 39.95,
+            "GPQA": 18.23,
+            "MUSR": 19.56,
+            "MMLU_PRO": 47.5,
+            "Architecture": "Qwen2ForCausalLM",
+            "Parameters": "14B",
+            "Chat_Template": "No"
+        },
+        "hf_url": "https://huggingface.co/sometimesanotion/Qwen2.5-14B-Vimarckoso-v3-Prose01",
+        "known_config": null
+    },
+    {
+        "rank": 84,
+        "name": "Quazim0t0/Halo-14B-sce",
+        "scores": {
+            "average": 40.26,
+            "IFEval": 67.54,
+            "BBH": 55.27,
+            "MATH": 42.9,
+            "GPQA": 12.98,
+            "MUSR": 14.24,
+            "MMLU_PRO": 48.63,
+            "Architecture": "LlamaForCausalLM",
+            "Parameters": "14.66B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/Quazim0t0/Halo-14B-sce",
+        "known_config": null
+    },
+    {
+        "rank": 85,
+        "name": "prithivMLmods/Calcium-Opus-14B-Elite2",
+        "scores": {
+            "average": 40.25,
+            "IFEval": 61.76,
+            "BBH": 46.81,
+            "MATH": 46.9,
+            "GPQA": 16.0,
+            "MUSR": 22.24,
+            "MMLU_PRO": 47.79,
+            "Architecture": "Qwen2ForCausalLM",
+            "Parameters": "14.766B",
+            "Chat_Template": "No"
+        },
+        "hf_url": "https://huggingface.co/prithivMLmods/Calcium-Opus-14B-Elite2",
+        "known_config": null
+    },
+    {
+        "rank": 86,
+        "name": "SicariusSicariiStuff/Impish_QWEN_14B-1M",
+        "scores": {
+            "average": 40.24,
+            "IFEval": 78.68,
+            "BBH": 47.22,
+            "MATH": 39.65,
+            "GPQA": 13.42,
+            "MUSR": 17.52,
+            "MMLU_PRO": 44.93,
+            "Architecture": "Qwen2ForCausalLM",
+            "Parameters": "14.77B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/SicariusSicariiStuff/Impish_QWEN_14B-1M",
+        "known_config": null
+    },
+    {
+        "rank": 87,
+        "name": "bunnycore/Phi-4-Stock-Ex",
+        "scores": {
+            "average": 40.22,
+            "IFEval": 65.75,
+            "BBH": 55.2,
+            "MATH": 40.86,
+            "GPQA": 13.42,
+            "MUSR": 17.46,
+            "MMLU_PRO": 48.61,
+            "Architecture": "LlamaForCausalLM",
+            "Parameters": "14.66B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/bunnycore/Phi-4-Stock-Ex",
+        "known_config": null
+    },
+    {
+        "rank": 88,
+        "name": "sometimesanotion/Qwenvergence-14B-qv256",
+        "scores": {
+            "average": 40.12,
+            "IFEval": 70.06,
+            "BBH": 47.08,
+            "MATH": 38.97,
+            "GPQA": 17.11,
+            "MUSR": 21.07,
+            "MMLU_PRO": 46.42,
+            "Architecture": "Qwen2ForCausalLM",
+            "Parameters": "14B",
+            "Chat_Template": "No"
+        },
+        "hf_url": "https://huggingface.co/sometimesanotion/Qwenvergence-14B-qv256",
+        "known_config": null
+    },
+    {
+        "rank": 89,
+        "name": "tensopolis/virtuoso-small-tensopolis-v2",
+        "scores": {
+            "average": 40.11,
+            "IFEval": 80.2,
+            "BBH": 50.23,
+            "MATH": 38.75,
+            "GPQA": 10.51,
+            "MUSR": 14.84,
+            "MMLU_PRO": 46.15,
+            "Architecture": "Qwen2ForCausalLM",
+            "Parameters": "14.77B",
+            "Chat_Template": "Yes"
+        },
+        "hf_url": "https://huggingface.co/tensopolis/virtuoso-small-tensopolis-v2",
+        "known_config": null
     }
 ]
 
+
 def snippet_scrape_model_page(url):
     """
     Equivalent scraping function for the larger dataset